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Knowatoa vs LLMRefs : which one to choose?

Knowatoa and LLMRefs are two popular tools for tracking visibility in AIs, but which one is best suited to your needs?

We compare their features, pricing, and advantages to help you choose the AI SEO tool that best fits your strategy.

🗓️ Last update:
30/8/2025
Knowatoa software website

Knowatoa

Knowatoa software websiteNote trustpilot 5/5 excellent avisNote trustpilot 4/5 bon avisNote trustpilot 3/5 moyen avisNote trustpilot 2/5 mauvais avisNote trustpilot 5/5 très mauvais avis aucun avis trustpilot
LLMRefs software website

LLMRefs

LLMRefs software websiteNote trustpilot 5/5 excellent avisNote trustpilot 4/5 bon avisNote trustpilot 3/5 moyen avisNote trustpilot 2/5 mauvais avisNote trustpilot 5/5 très mauvais avis aucun avis trustpilot
VS

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+1,000,000 qualified visitors attracted for our customers in 2024 via Google and LLMS
Knowatoa software website

Knowatoa

Note trustpilot 5/5 excellent avisNote trustpilot 4/5 bon avisNote trustpilot 3/5 moyen avisNote trustpilot 2/5 mauvais avisNote trustpilot 5/5 très mauvais avis aucun avis trustpilot
Knowatoa software website

Knowatoa is an SEO software based on artificial intelligence that turns your data into decisions. It consolidates analyses and recommendations for sustainable leadership in AI results.

Knowatoa, your AI-powered SEO assistant

In modern SEO, signals evolve faster than conventional methods can keep up. Knowatoa turns these signals into a clear roadmap, by aligning content, structure, and technical data for quick decisions. Faced with complexity, teams exhaust themselves on relationships that are not very actionable; Knowatoa centralizes insights and proposes concrete actions. Targeting, speed, and clarity, without compromise.

Concretely, Knowatoa collects and normalizes data from your sources, then reorganizes them into optimization scenarios. You get clear indicators of the quality of the content and the structure of the pages.

Key features

With Knowatoa, you gain functionalities that transform analysis into an action plan. Ongoing AI audit to detect opportunities, multi-source tracking so you don't miss anything, and recommendations that translate data into specific tasks. Smart editorial plan prioritize topics; automated reporting keeps your teams informed without overloading. Finally, a benchmarking compares your performance to that of the sector and guides priorities. Effective.

The solution is designed for marketing and SEO teams, with an interface that favors readability and action. It also offers exploratory tests and a demo mode to assess the potential impact without risk. Deployment can be done gradually.

Positioning

Knowatoa is not an agency, nor is it a manual entry tool. It is not a CMS, nor an automatic writing engine. It does not replace human review, but does not simply aggregate static reports. Its role is to orchestrate AI and marketing to clarify what matters for your site and pages.

Knowatoa does not claim to be omniscient; it connects to your systems and respects privacy and compliance regulations. Its architecture is designed for gradual deployments in order to protect sensitive data.

Conclusion

In summary, Knowatoa organizes AI signals around your goals. It offers a clear vision, precise actions and a framework for unambiguously evolving in a changing landscape. The value lies in the ability to make data usable without overloading.

In context, adoption takes place in stages: first a pilot analysis, then an extension in order to measure the gains. The aim is to inform decisions, without imposing them. This helps to validate earnings.

LLMRefs software website

LLMRefs

Note trustpilot 5/5 excellent avisNote trustpilot 4/5 bon avisNote trustpilot 3/5 moyen avisNote trustpilot 2/5 mauvais avisNote trustpilot 5/5 très mauvais avis aucun avis trustpilot
LLMRefs software website

LLMRefs is an SEO software powered by artificial intelligence. It tracks, analyzes, and optimizes your visibility in AI-generated searches, including ChatGPT, Gemini, and Claude.

Description of LLMRefs

In a changing SEO landscape, authority signals and results generated by AI are no longer just links. LLMRefs centralizes the monitoring of your visibility in AI engines and explains why your content is cited or ignored by models like ChatGPT or Gemini. New practices are needed: decisions are based on real-time data and on the understanding of AI phenomena that influence rankings and user responses.

For example, an e-commerce publisher can track changes in positioning after the launch of a product and adjust category pages accordingly.

Features

Key features include: real-time tracking rankings on the main AI models (ChatGPT, Google Gemini, Claude), exploration and monitoring of keywords thanks to the AI Keyword Tracker, quick competitive analysis to identify gaps and opportunities, automated reports that translate data into clear actions and targeting the sources cited to strengthen your credibility with AIs. You also have a consolidated dashboard, customizable alerts, and a ready-to-use CSV export for teams.

The platform also facilitates collaboration: shared views, comments, and quick exchanges between marketing and content teams.

Positioning

LLMRefs is not a simple traditional SEO citation tool or an AI editing platform that generates content without a framework. It is an insights and optimization platform based on AI signals and model data to guide marketing and SEO decisions. It does not impose unique workflows, it adapts to your ecosystem and your goals, whether you are an online store, agency or large account.

Also note that LLMRefs does not assume human expertise or a global content strategy; it complements the analyses and actions planned by your team.

Conclusion

By making visible what AI engines use to assess your content, LLMRefs helps align your strategy with current AI requirements. The software helps marketing managers prioritize actions, measure impact, and iterate quickly without unnecessary complexity. The aim is to provide operational clarity and better visibility into real performance in AI environments.

This alignment with AI requirements can help prioritize tests and demonstrate the impact of optimizations on results.

Ovirank Is a Better alternative.

+500 Businesses are already using Ovirank

Compare Knowatoa with other AI mention tracking software

Still have questions about Knowatoa and LLMRefs?

Frequently asked questions about Knowatoa

What is Knowatoa?

Knowatoa is an AI mention monitoring platform that tracks your brand's presence in AI-generated responses and on associated platforms. It offers features such as real-time tracking of mentions, sentiment analysis, and reports.

Does Knowatoa offer a free version?

Yes, Knowatoa offers a free version with limited features. To access all the tools and the history, a paid subscription is required.

How do I cancel my Knowatoa subscription?

In your account, go to Settings > Billing, click “Cancel Subscription.” Your access will end at the next deadline.

Frequently asked questions about LLMRefs

What is LLMRefs?

LLMRefs is an AI mention tracking tool that helps monitor your brand's visibility in AI-generated results. It offers features like real-time mention monitoring, performance reports, and custom alerts.

Can I use LLMRefs for free?

Yes, LLMRefs has a free version with limited features. To unlock the advanced options, you need to upgrade to a paid subscription.

How do I cancel my LLMRefs subscription?

You can cancel your subscription directly from your account settings. Go to the billing section, click on “cancel subscription”, and your access will end at the next deadline.

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